Then these real world problems don’t actually warrant deep learning ?

I thought the biggest leap in NN and deep learning in recent history was the realization that we need a ton of data to get maximal effectiveness from them; it now sounds counterproductive to forget this and cry they don’t work well with 10,000 rows.